Abstract

The need to mitigate downtime in marine vessels arising from propulsion system failures has led ship operating companies to devote enormous resources for research based solutions. This paper applied duration models to determine failure probabilities of shaft and gearbox systems in service boats. Using dockyard’s event history data on boat repairs and maintenance, we applied Kaplan Meier hazard and survival curves to analyse probability of failure of shaft and gearbox systems in supply, crew and tug boats. We found that average time to shaft and gearbox failure was 8.33, 5.23 and 5.21 months for tug, supply and crew boats respectively. The hazard plots however, showed that supply boats had higher probability of failure than crew boats and then tug boats in that order. Further analysis using Cox regression model showed that the boats’ shaft and gearbox system failures were significantly affected by level of lubrication oil, stress corrosion cracking and impacts on the propulsion system’s components. The paper proposes that design of maintenance schedules for service boats should take the following into consideration: 1) estimated survival limits or failure times of propulsion system’s shaft and gearboxes, 2) significant risk factors that affect failure mode of the propulsion system components.

Highlights

  • We found that average time to shaft and gearbox failure was 8.33, 5.23 and 5.21 months for tug, supply and crew boats respectively

  • The paper proposes that design of maintenance schedules for service boats should take the following into consideration: 1) estimated survival limits or failure times of propulsion system’s shaft and gearboxes, 2) significant risk factors that affect failure mode of the propulsion system components

  • Yan, Yuan, Zhao and Peng [13] employed the technique of bispetrum analysis augmented with Artificial Neural Network (ANN) model to analyse faults in gearbox systems using data obtained from gearbox simulation

Read more

Summary

Introduction

Shaft and gearbox failure in propulsion system could occur at all stages of a vessel’s lifecycle and which event often impact seriously on the manoeuvrability and safety of the vessel. Propulsion system component failures could lead to expensive loss of hire and disruption in vessel’s schedule of operation. Apart from commercial losses, environmental impact after an accident as a result of propulsion system failure is another concern that is becoming increasingly important and subject to inquiries from regulatory agencies and other stakeholders in the shipping industry. The factors responsible for gearbox failure and shaft misalignment in marine propulsion systems are random events. Various techniques have had to be developed to enable risk assessment of marine propulsion systems components and control downtime of vessels or their components. This paper seeks to develop a method for controlling shaft and gearbox failures in marine propulsion system using data from dockyard records

Objectives of Study
Configuration of Propeller Shaft and Gearbox Systems
Review of Empirical Literature
The Data
Models for Event History Data Analysis
Cox Proportional Hazard Model
Findings
Data Presentation and Analysis
Full Text
Published version (Free)

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call